 This method generates images with different viewing directions.
The task includes generating different poses transformed by a limited rotation [1]}.
Dosovistsky [2]} proposed a learning based approach to synthesize diverse view variations; this method is capable of rendering different models of inputs.
Zhou  [3]} proposed appearance flow method to synthesize object with extreme
view variations, but this method is limited to a single object with a homogeneous background.
These existing studies handled objects with limited shape variances and
inward looking view, while our work handles outward looking views with
relatively diverse scenes.
